open-compass
[Bug] on agieval_gen_617738, pyarrow.lib.ArrowInvalid: Could not convert '$5$;$10$' with type str: tried to convert to int64
先决条件
问题类型
我正在使用官方支持的任务/模型/数据集进行评估。
环境
{'CUDA available': True, 'CUDA_HOME': '/usr/local/cuda:/usr/local/cuda', 'GCC': 'gcc (Ubuntu 7.5.0-6ubuntu2) 7.5.0', 'GPU 0,1,2,3,4': 'NVIDIA GeForce RTX 3090', 'MMEngine': '0.10.7', 'MUSA available': False, 'OpenCV': '4.11.0', 'PyTorch': '2.6.0+cu124', 'PyTorch compiling details': 'PyTorch built with:\n' ' - GCC 9.3\n' ' - C++ Version: 201703\n' ' - Intel(R) oneAPI Math Kernel Library Version ' '2024.2-Product Build 20240605 for Intel(R) 64 ' 'architecture applications\n' ' - Intel(R) MKL-DNN v3.5.3 (Git Hash ' '66f0cb9eb66affd2da3bf5f8d897376f04aae6af)\n' ' - OpenMP 201511 (a.k.a. OpenMP 4.5)\n' ' - LAPACK is enabled (usually provided by ' 'MKL)\n' ' - NNPACK is enabled\n' ' - CPU capability usage: AVX2\n' ' - CUDA Runtime 12.4\n' ' - NVCC architecture flags: ' '-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_90,code=sm_90\n' ' - CuDNN 90.1\n' ' - Magma 2.6.1\n' ' - Build settings: BLAS_INFO=mkl, ' 'BUILD_TYPE=Release, ' 'COMMIT_SHA=2236df1770800ffea5697b11b0bb0d910b2e59e1, ' 'CUDA_VERSION=12.4, CUDNN_VERSION=9.1.0, ' 'CXX_COMPILER=/opt/rh/devtoolset-9/root/usr/bin/c++, ' 'CXX_FLAGS= -D_GLIBCXX_USE_CXX11_ABI=0 ' '-fabi-version=11 -fvisibility-inlines-hidden ' '-DUSE_PTHREADPOOL -DNDEBUG -DUSE_KINETO ' '-DLIBKINETO_NOROCTRACER -DLIBKINETO_NOXPUPTI=ON ' '-DUSE_FBGEMM -DUSE_PYTORCH_QNNPACK ' '-DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE ' '-O2 -fPIC -Wall -Wextra -Werror=return-type ' '-Werror=non-virtual-dtor -Werror=bool-operation ' '-Wnarrowing -Wno-missing-field-initializers ' '-Wno-type-limits -Wno-array-bounds ' '-Wno-unknown-pragmas -Wno-unused-parameter ' '-Wno-strict-overflow -Wno-strict-aliasing ' '-Wno-stringop-overflow -Wsuggest-override ' '-Wno-psabi -Wno-error=old-style-cast ' '-Wno-missing-braces -fdiagnostics-color=always ' '-faligned-new -Wno-unused-but-set-variable ' '-Wno-maybe-uninitialized -fno-math-errno ' '-fno-trapping-math -Werror=format ' '-Wno-stringop-overflow, LAPACK_INFO=mkl, ' 'PERF_WITH_AVX=1, PERF_WITH_AVX2=1, ' 'TORCH_VERSION=2.6.0, USE_CUDA=ON, USE_CUDNN=ON, ' 'USE_CUSPARSELT=1, USE_EXCEPTION_PTR=1, ' 'USE_GFLAGS=OFF, USE_GLOG=OFF, USE_GLOO=ON, ' 'USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, ' 'USE_NCCL=1, USE_NNPACK=ON, USE_OPENMP=ON, ' 'USE_ROCM=OFF, USE_ROCM_KERNEL_ASSERT=OFF, \n', 'Python': '3.10.16 (main, Dec 11 2024, 16:24:50) [GCC 11.2.0]', 'lmdeploy': "not installed:No module named 'lmdeploy'", 'numpy_random_seed': 2147483648, 'opencompass': '0.4.1+', 'sys.platform': 'linux', 'transformers': '4.50.0'}
重现问题 - 代码/配置示例
python run.py myconfigs/hf_llama2_7b_base_agieval.py --debug
重现问题 - 命令或脚本
from mmengine.config import read_base
from opencompass.models import HuggingFaceBaseModel
# export DATASET_SOURCE='ModelScope' # before run this script
# pip install modelscope[framework]
# will degrade datasets-3.2.0 fsspec-2024.9.0 modelscope-1.24.1 setuptools-69.5.1 simplejson-3.20.1 sortedcontainers-2.4.0
with read_base():
# from opencompass.configs.datasets.agieval.agieval_mixed import agieval_datasets # 有格式报错
from opencompass.configs.datasets.agieval.agieval_gen import agieval_datasets # 有格式报错
dataset_name = 'agieval'
models = [
dict(
type=HuggingFaceBaseModel,
abbr='llama-2-7b-hf',
path='meta-llama/Llama-2-7b-hf',
max_out_len=1024,
batch_size=8,
run_cfg=dict(num_gpus=1),
)
]
model_name = models[0]['abbr']
datasets = agieval_datasets
work_dir = f'outputs/{model_name}_{dataset_name}_base'
重现问题 - 错误信息
Generating dev split: 5 examples [00:00, 1044.19 examples/s] Generating test split: 118 examples [00:00, 26710.99 examples/s] Traceback (most recent call last): File "/home/ygc/anaconda3/envs/opencompass/lib/python3.10/site-packages/datasets/arrow_writer.py", line 228, in arrow_array out = pa.array(cast_to_python_objects(data, only_1d_for_numpy=True)) File "pyarrow/array.pxi", line 372, in pyarrow.lib.array File "pyarrow/array.pxi", line 42, in pyarrow.lib._sequence_to_array File "pyarrow/error.pxi", line 155, in pyarrow.lib.pyarrow_internal_check_status File "pyarrow/error.pxi", line 92, in pyarrow.lib.check_status pyarrow.lib.ArrowInvalid: Could not convert '$5$;$10$' with type str: tried to convert to int64
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "/home/ygc/fllm/opencompass/run.py", line 4, in
其他信息
During loading gaokao-mathcloze (after the jec-qa-ca)
In the data file, I found: {"passage": null, "question": "已知多项式 $(x-1)^{3}+(x+1)^{4}=x^{4}+a_{1} x^{3}+a_{2} x^{2}+a_{3} x+a_{4}$, 则 $a_{1}=(\quad)$, $a_{2}+a_{3}+a_{4}=(\quad)$", "options": null, "label": "$5$;$10$", "other": {"source": "2021年浙江卷—数学"}, "explanation": null}
And lots of samples in this file have multiple number or equation with latex format
Hi @Youth-49, would you confirm you did not encounter the same error when using:
from opencompass.configs.datasets.agieval.agieval_mixed import agieval_datasets
I did encounter the same error when using agieval_mixed. Sorry for the misleading comment, I forgot to remove it.